Neel Jain
Neel Jain has 2 papers in our library, in 2023, most of them on Language models & pretraining; often with John Kirchenbauer, Jonas Geiping, Micah Goldblum.
OpenAlex · h-index 7 · 13 works · 164 citations OpenAlex, 2026-10-14
📄 2 works in our library · 🔗 Cited 313 times in our library · 1 more in our library without a page yet · ⭐ Paper Stars ranking: #5000
Affiliations
Fields, topics and concepts
📚 Shelves 4The field of science this work belongs to (OpenAlex fields).Artificial Intelligence · 2 worksArts and Humanities · 2 worksComputer Science · 2 worksLanguage and Linguistics · 2 works
🧭 Topics 1Research subjects and languages the work is about.Language models & pretraining · 1 work
Works by year
2020s
Papers
- Baseline Defenses for Adversarial Attacks Against Aligned Language Models (2023 · 236 citations)
Optimization-based jailbreaks, especially the universal, transferable suffix attack (GCG) of Zou et al. (2023), can automatically generate prompts that bypass the safety alignment of chat LLMs. These prompts can be crafted on open models and then used against API-only systems. The authors ask whether standard defense… - Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and Discovery (2023 · 141 citations)
Prompts are the main way to steer large generative models. Readable ("hard") prompts are usually written by hand. Learned continuous ("soft") prompts are opaque, tied to a single model, and unusable through text-only APIs. The authors introduce PEZ, a gradient-based procedure that learns discrete token prompts. It…
All works
- Baseline Defenses for Adversarial Attacks Against Aligned Language ModelsarXiv:2309.00614Neel Jain, Avi Schwarzschild, Yuxin Wen, et al.2023 · 236 citations
- Hard Prompts Made Easy: Gradient-Based Discrete Optimization for Prompt Tuning and DiscoveryConference on Neural Information Processing Systems (NeurIPS)Yuxin Wen, Neel Jain, John Kirchenbauer, et al.2023 · 141 citations
- Transformers Can Do Arithmetic with the Right Embeddings ↗arXiv:2405.17399 · no summary yetSean McLeish et al.2024 · 36 citations
Co-authors here
- John Kirchenbauer ×2
- Jonas Geiping ×2
- Micah Goldblum ×2
- Tom Goldstein ×2
- Yuxin Wen ×2
- Aniruddha Saha
- Avi Schwarzschild
Venues
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